Image Classification on CIFAR-100 coarse (test) (Relative Accuracy Loss)
2.7Relative Accuracy LossCalexNet
Evaluation Results
| Method | Links | |
|---|---|---|
| CalexNetFR (FLOPs-reduction)=0.4, Backbone=ResNet502025.09 | 2.7 | |
| CalexNetFR (FLOPs-reduction)=0.4, Backbone=ResNet182025.09 | 4.1 | |
| CalexNet (no align, no KD)FR (FLOPs-reduction)=0.4, Backbone=ResNet502025.09 | 4.5 | |
| CalexNetFR (FLOPs-reduction)=0.5, Backbone=ResNet502025.09 | 5.4 | |
| CalexNet (no align, no KD)FR (FLOPs-reduction)=0.4, Backbone=ResNet182025.09 | 5.9 | |
| PTEEnetFR (FLOPs-reduction)=0.4, Backbone=ResNet502025.09 | 6 | |
| CalexNet (no align, no KD)FR (FLOPs-reduction)=0.5, Backbone=ResNet502025.09 | 6.8 | |
| CalexNetFR (FLOPs-reduction)=0.5, Backbone=ResNet182025.09 | 7 | |
| PTEEnetFR (FLOPs-reduction)=0.4, Backbone=ResNet182025.09 | 7.7 | |
| BoostNetFR (FLOPs-reduction)=0.4, Backbone=ResNet182025.09 | 8.2 | |
| BoostNetFR (FLOPs-reduction)=0.4, Backbone=ResNet502025.09 | 8.4 | |
| ZTWFR (FLOPs-reduction)=0.4, Backbone=ResNet182025.09 | 8.8 | |
| CalexNetFR (FLOPs-reduction)=0.6, Backbone=ResNet502025.09 | 9.1 | |
| PTEEnetFR (FLOPs-reduction)=0.5, Backbone=ResNet502025.09 | 9.3 | |
| ZTWFR (FLOPs-reduction)=0.4, Backbone=ResNet502025.09 | 9.5 | |
| CalexNet (no align, no KD)FR (FLOPs-reduction)=0.5, Backbone=ResNet182025.09 | 9.9 | |
| PTEEnetFR (FLOPs-reduction)=0.5, Backbone=ResNet182025.09 | 11.9 | |
| CalexNetFR (FLOPs-reduction)=0.6, Backbone=ResNet182025.09 | 12.3 | |
| ZTWFR (FLOPs-reduction)=0.5, Backbone=ResNet502025.09 | 12.4 | |
| BoostNetFR (FLOPs-reduction)=0.5, Backbone=ResNet502025.09 | 12.5 | |
| CalexNet (no align, no KD)FR (FLOPs-reduction)=0.6, Backbone=ResNet502025.09 | 12.6 | |
| CalexNetFR (FLOPs-reduction)=0.7, Backbone=ResNet502025.09 | 12.9 | |
| PTEEnetFR (FLOPs-reduction)=0.6, Backbone=ResNet502025.09 | 13.4 | |
| BoostNetFR (FLOPs-reduction)=0.5, Backbone=ResNet182025.09 | 14.1 | |
| ZTWFR (FLOPs-reduction)=0.5, Backbone=ResNet182025.09 | 14.8 | |
| ZTWFR (FLOPs-reduction)=0.6, Backbone=ResNet502025.09 | 15.2 | |
| CalexNet (no align, no KD)FR (FLOPs-reduction)=0.6, Backbone=ResNet182025.09 | 15.7 | |
| BoostNetFR (FLOPs-reduction)=0.6, Backbone=ResNet502025.09 | 17.1 | |
| PTEEnetFR (FLOPs-reduction)=0.6, Backbone=ResNet182025.09 | 17.8 | |
| PTEEnetFR (FLOPs-reduction)=0.7, Backbone=ResNet502025.09 | 18.7 | |
| ZTWFR (FLOPs-reduction)=0.7, Backbone=ResNet502025.09 | 19.9 | |
| CalexNet (no align, no KD)FR (FLOPs-reduction)=0.7, Backbone=ResNet502025.09 | 20.1 | |
| BoostNetFR (FLOPs-reduction)=0.6, Backbone=ResNet182025.09 | 20.8 | |
| CalexNetFR (FLOPs-reduction)=0.7, Backbone=ResNet182025.09 | 20.9 | |
| CalexNetFR (FLOPs-reduction)=0.8, Backbone=ResNet502025.09 | 21.5 | |
| ZTWFR (FLOPs-reduction)=0.6, Backbone=ResNet182025.09 | 21.7 | |
| CalexNet (no align, no KD)FR (FLOPs-reduction)=0.7, Backbone=ResNet182025.09 | 23.5 | |
| BoostNetFR (FLOPs-reduction)=0.7, Backbone=ResNet502025.09 | 24.1 | |
| PTEEnetFR (FLOPs-reduction)=0.8, Backbone=ResNet502025.09 | 26.5 | |
| ZTWFR (FLOPs-reduction)=0.8, Backbone=ResNet502025.09 | 27.3 | |
| PTEEnetFR (FLOPs-reduction)=0.7, Backbone=ResNet182025.09 | 28.2 | |
| BoostNetFR (FLOPs-reduction)=0.7, Backbone=ResNet182025.09 | 29.4 | |
| CalexNetFR (FLOPs-reduction)=0.8, Backbone=ResNet182025.09 | 29.4 | |
| ZTWFR (FLOPs-reduction)=0.7, Backbone=ResNet182025.09 | 29.5 | |
| CalexNet (no align, no KD)FR (FLOPs-reduction)=0.8, Backbone=ResNet502025.09 | 31.7 | |
| BoostNetFR (FLOPs-reduction)=0.8, Backbone=ResNet502025.09 | 32.7 | |
| CalexNet (no align, no KD)FR (FLOPs-reduction)=0.8, Backbone=ResNet182025.09 | 36.7 | |
| PTEEnetFR (FLOPs-reduction)=0.8, Backbone=ResNet182025.09 | 37.3 | |
| ZTWFR (FLOPs-reduction)=0.8, Backbone=ResNet182025.09 | 38.9 | |
| BoostNetFR (FLOPs-reduction)=0.8, Backbone=ResNet182025.09 | 39.2 |